CellStrat Prime AI Course (Self Paced/ Instructor Supported)

This 12 weeks/ 100 Hrs. online video based certification program (with instructor support for coding assignments and projects) will help you master the concepts of Machine Learning and Deep Learning together with support by our expert data scientist and hands on tutorials and projects.

JOIN THE COURSE ANYTIME and COMPLETE THE COURSE AT YOUR OWN PACE.

DURATION: 12 Weeks/ 100 Hours

Instructor-supported program :-

3 videos of 2.5 hrs. each provided per week along with tutorials and exercises. Candidates review the videos (self paced) for theory and code demos.

Candidate must have some programming knowledge/experience in any language

Maths / Statistics background expected until Senior School at least

BENEFITS

1) Self paced online video based coaching supported by top Data Scientists from CellStrat. Personal mentoring by the instructor to help candidates with coding assignments and projects.

JOIN THE COURSE ANYTIME and COMPLETE THE COURSE AT YOUR OWN PACE. You can take upto 3 MONTHS to finish this course.

2) Prepare for lucrative career in Artificial Intelligence and Machine Learning, the hottest career option of this decade.

3) Join the CellStrat’s Disrupt4.0 community, and get connected to the global AI community.

4) This Course is backed by CellStrat AI Lab and their world-class AI Researchers – one of the world’s most advanced AI research groups in the world working on the cutting-edge of Computer Vision, NLP and Predictive Analytics.

Mode of training : Self-paced video based training with online videos on Machine Learning modules. Instructor support for grading of programming assignments.

TARGET AUDIENCE

Professionals who want to work in Artificial Intelligence or Machine Learning

IT professionals looking for a career switch into the field of Artificial Intelligence

Graduates looking to build a career in Machine Learning

Students who wish to learn Machine Learning

Experienced professionals who would like to harness artificial intelligence and machine learning in their fields to drive business growth

TOPICS COVERED

MACHINE LEARNING

Introduction to Artificial Intelligence and Machine Learning

Maths Review

Types of learning

Lab demo : Predict house purchases

Data Preparation

Lab demo : Demonstrate data cleaning and data sufficiency

Dimensionality Reduction – Bayesian Learning

Lab demo : Convert a 3D dataset into 2D

Regression

Lab demo : Predict insurance premiums, Demo DT regression

Classification

Lab demo : Predict lifestyle disease

Decision Trees

Lab demo : Classify plant species

Forms of Unsupervised Learning

Lab demo : Create clusters using k-means

Capstone Projects

Check creditworthiness of bank customers

Predict house prices using various ML techniques

DEEP LEARNING

Introduction to Deep Learning

Introduction to TensorFlow

Code demo : TF Computation Graph, Model Save/Restore, TensorBoard

Perceptrons

Code demo : Classify IRIS flower dataset

How to train Artificial Neural Networks (ANN)

Code demo : Predict diabetes occurence

Multi-layer ANNs

Code demo : Check Credit Profile of Banking customers

Code demo : MNIST Classifier with Keras and TF.Layers

Code demo : Demonstrate various activation functions

Gradient Descent and Backpropagation

Code demo : Demonstrate gradient descent learning

Optimization and Regularization

Code demo : Demonstrate NN optimization techniques

Code demo : Demonstrate l1 / l2 regularizer, dropout

Convolutional Neural Networks (CNNs)

Code demo : Train a classifier to detect house vs boat images

Recurrent Neural Networks (RNNs)

Code demo : Detect sentiment in news articles

Capstone Projects

Predict sale of a banking deposit product using DNN

Train a model to detect Phishing URLs

Image Classification on CIFAR dataset

INCLUDES

Prior recorded videos (concept lectures+code demos) by data scientist

Instructor support for coding assignments and projects every week

Programming demos

Hands-on programming assignments

Capstone Project

Quizzes and Assessment

ML & DL Certificates by CellStrat

Become part of exclusive CellStrat #AIExpert community where CellStrat Data Scientists guide you in your AI career and help answer technical questions in an ongoing way

Backed by “CellStrat AI Lab” – one of the world’s most advanced AI research groups in the world working on the cutting-edge of Computer Vision, NLP and Predictive Analytics.

About Instructors

A leading Data Scientist and thought leader with expertise in Artificial Intelligence and Deep Learning.
Strong experience in AI, telecom and software in leading MNCs like AT&T, Schlumberger, IBM etc. as well as several startups like CellStrat, SalesGlobe and LocVille.com.